Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3491–3500 of 10420 papers

Title	Date	Tasks	Status	Score
Local Relation Networks for Image Recognition	Apr 25, 2019	General ClassificationImage Classification	CodeCode Available	5
DeepFool: a simple and accurate method to fool deep neural networks	Nov 14, 2015	Adversarial AttackGeneral Classification	CodeCode Available	5
Improved efficient capsule network for Kuzushiji-MNIST benchmark dataset classification	Dec 15, 2023	Image Classification	CodeCode Available	5
Importance of Disjoint Sampling in Conventional and Transformer Models for Hyperspectral Image Classification	Apr 23, 2024	BenchmarkingHyperspectral Image Classification	CodeCode Available	5
A Vision-Language Foundation Model for Leaf Disease Identification	May 11, 2025	Contrastive Learningimage-classification	CodeCode Available	5
Improved Activation Clipping for Universal Backdoor Mitigation and Test-Time Detection	Aug 8, 2023	image-classificationImage Classification	CodeCode Available	5
Soft ascent-descent as a stable and flexible alternative to flooding	Oct 16, 2023	Binary ClassificationImage Classification	CodeCode Available	5
Elucidating Meta-Structures of Noisy Labels in Semantic Segmentation by Deep Neural Networks	Apr 30, 2022	image-classificationImage Classification	CodeCode Available	5
A Mathematical Framework, a Taxonomy of Modeling Paradigms, and a Suite of Learning Techniques for Neural-Symbolic Systems	Jul 12, 2024	image-classificationImage Classification	CodeCode Available	5
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games	Mar 26, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available	5

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified